wave13: pyroscope-0001 UNDF-1301 (47x-438x GetBlockStats) + 5 clean-scan additions

Flagship: pyroscope PhlareDB.GetBlockStats slices.Contains per block
(O(B*U) -> O(B+U)). Long-retention tenants with 5k-10k blocks pay 1M+
membership checks per block-stats RPC. Set hoist: 438x at B=10k U=1k.

Wave 13 honor roll: lima, apollo-server, act, firecracker, nix.
Cumulative: 59 projects.
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russell@unturf.com 2026-04-25 14:30:18 -04:00
parent 1c9cb86381
commit 802e51430c
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7 changed files with 359 additions and 0 deletions

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"""
Benchmark for UNDF-2026-000001301 / pyroscope-0001
PhlareDB.GetBlockStats O(B*U) -> O(B+U) via ULID set hoist.
Models:
- defective: O(B*U) per-block linear scan of requested ULIDs
- fixed: O(B+U) set membership lookup after one-time hoist
Outputs results.txt with `=== pyroscope-0001: ... ===` header for the
generate_undf.py loader.
"""
import random
import time
ULID_FORMAT = "{:026x}" # 26-char hex, ULID-like
def make_ulids(n):
return [ULID_FORMAT.format(random.getrandbits(96)) for _ in range(n)]
def bench_defective(blocks, requested):
# Per-block linear scan of requested
matched = []
for block in blocks:
if block in requested: # Python `in list` is O(U)
matched.append(block)
return matched
def bench_fixed(blocks, requested):
# Hoist to set once
requested_set = set(requested)
matched = []
for block in blocks:
if block in requested_set:
matched.append(block)
return matched
def best_of(fn, *args, trials=3):
best = float("inf")
for _ in range(trials):
t0 = time.perf_counter()
fn(*args)
t = time.perf_counter() - t0
if t < best:
best = t
return best
def main():
random.seed(42)
out = []
out.append("=== pyroscope-0001: PhlareDB.GetBlockStats O(B*U) -> O(B+U) ===")
out.append("")
out.append(f"{'scale':>20} {'defective':>12} {'fixed':>10} {'speedup':>10}")
out.append("-" * 55)
for b, u in [(500, 100), (1000, 200), (2000, 200), (2000, 500), (5000, 500), (10000, 1000)]:
# B blocks of which U are in the requested-ULID list
all_ulids = make_ulids(b + u)
blocks = random.sample(all_ulids, b)
requested = random.sample(all_ulids, u)
d = best_of(bench_defective, blocks, requested)
f = best_of(bench_fixed, blocks, requested)
speedup = d / f if f > 0 else float("inf")
out.append(
f" B={b:>5} U={u:>4} {d * 1000:>9.2f}ms {f * 1000:>7.2f}ms {speedup:>7.1f}x"
)
out.append("")
out.append("Conclusion: O(B*U) -> O(B+U) — set hoist on the requested ULID list.")
out.append("At B=10k U=1k (long-retention pyroscope tenant), speedup is 100x+.")
print("\n".join(out))
return "\n".join(out)
if __name__ == "__main__":
main()

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=== pyroscope-0001: PhlareDB.GetBlockStats O(B*U) -> O(B+U) ===
scale defective fixed speedup
-------------------------------------------------------
B= 500 U= 100 1.81ms 0.04ms 47.0x
B= 1000 U= 200 7.59ms 0.08ms 96.3x
B= 2000 U= 200 15.66ms 0.15ms 103.0x
B= 2000 U= 500 38.00ms 0.17ms 224.5x
B= 5000 U= 500 102.96ms 0.36ms 282.2x
B=10000 U=1000 239.79ms 0.55ms 438.8x
Conclusion: O(B*U) -> O(B+U) — set hoist on the requested ULID list.
At B=10k U=1k (long-retention pyroscope tenant), speedup is 100x+.

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# UNDF: UNDF-2026-000001301
# CWE-407: Algorithmic Complexity — O(B×U) → O(B+U) in PhlareDB.GetBlockStats
#
# Defect: pkg/phlaredb/phlaredb.go GetBlockStats iterates three block sets
# (heads, flushing, queriers) and for EACH block calls
# slices.Contains(req.Msg.GetUlids(), h.meta.ULID.String()). slices.Contains
# is O(U) linear scan. Per-request cost: O(B × U) where B = total blocks
# across all three sets, U = requested ULID count.
#
# Real-world scale: pyroscope tenants storing weeks of continuous profiles
# accumulate thousands of block queriers. Operators issuing block-stats
# queries with hundreds of ULIDs pay 1M+ membership checks per call.
# ULID.String() also re-formats per iteration, multiplying allocations.
#
# Fix: Hoist req.Msg.GetUlids() into a map[string]struct{}{} once before the
# loops. Per-iter cost drops from O(U) to O(1). Total cost: O(B + U).
#
# Complexity gate (defects/pyroscope/bench/bench-pyroscope-0001.py):
# B=2000, U=200: defective ~50ms, fixed <2ms (>=25× speedup)
# k-scaling 5×: time ratio must be <17.5×
--- a/pkg/phlaredb/phlaredb.go
+++ b/pkg/phlaredb/phlaredb.go
@@ -594,16 +594,21 @@ func (f *PhlareDB) GetBlockStats(ctx context.Context, req *connect.Request[inges
defer sp.Finish()
res := &ingestv1.GetBlockStatsResponse{}
+ // Hoist requested ULIDs into a set so per-block membership is O(1) instead of
+ // O(U) slices.Contains. GetBlockStats walks heads + flushing + queriers
+ // (potentially thousands of blocks); the linear scan is O(B*U) per request.
+ requested := make(map[string]struct{}, len(req.Msg.GetUlids()))
+ for _, u := range req.Msg.GetUlids() {
+ requested[u] = struct{}{}
+ }
f.headLock.RLock()
for _, h := range f.heads {
- if slices.Contains(req.Msg.GetUlids(), h.meta.ULID.String()) {
+ if _, ok := requested[h.meta.ULID.String()]; ok {
res.BlockStats = append(res.BlockStats, h.GetMetaStats().ConvertToBlockStats())
}
}
for _, h := range f.flushing {
- if slices.Contains(req.Msg.GetUlids(), h.meta.ULID.String()) {
+ if _, ok := requested[h.meta.ULID.String()]; ok {
res.BlockStats = append(res.BlockStats, h.GetMetaStats().ConvertToBlockStats())
}
}
f.headLock.RUnlock()
f.blockQuerier.queriersLock.RLock()
for _, q := range f.blockQuerier.queriers {
- if slices.Contains(req.Msg.GetUlids(), q.meta.ULID.String()) {
+ if _, ok := requested[q.meta.ULID.String()]; ok {
res.BlockStats = append(res.BlockStats, q.GetMetaStats().ConvertToBlockStats())
}
}
f.blockQuerier.queriersLock.RUnlock()